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Factuality of Large Language Models in the Year 2024
v1v2 (latest)

Factuality of Large Language Models in the Year 2024

4 February 2024
Yuxia Wang
Minghan Wang
Muhammad Arslan Manzoor
Fei Liu
Georgi Georgiev
Rocktim Jyoti Das
Preslav Nakov
    LRMHILM
ArXiv (abs)PDFHTMLGithub

Papers citing "Factuality of Large Language Models in the Year 2024"

7 / 7 papers shown
Knowledge-Level Consistency Reinforcement Learning: Dual-Fact Alignment for Long-Form Factuality
Knowledge-Level Consistency Reinforcement Learning: Dual-Fact Alignment for Long-Form Factuality
Junliang Li
Yucheng Wang
Yan Chen
Yu Ran
Ruiqing Zhang
Jing Liu
H. Wu
Haifeng Wang
OffRLHILM
188
0
0
28 Sep 2025
Retrieval-Constrained Decoding Reveals Underestimated Parametric Knowledge in Language Models
Retrieval-Constrained Decoding Reveals Underestimated Parametric Knowledge in Language Models
Rajaa El Hamdani
Samy Haffoudhi
Nils Holzenberger
Fabian M. Suchanek
Thomas Bonald
Fragkiskos D. Malliaros
KELM
185
0
0
27 Sep 2025
Improving Factuality in LLMs via Inference-Time Knowledge Graph Construction
Improving Factuality in LLMs via Inference-Time Knowledge Graph Construction
Shanglin Wu
Lihui Liu
Jinho D. Choi
Kai Shu
KELMHILM
272
2
0
31 Aug 2025
Consistency in Language Models: Current Landscape, Challenges, and Future Directions
Consistency in Language Models: Current Landscape, Challenges, and Future Directions
Jekaterina Novikova
Carol Anderson
Borhane Blili-Hamelin
Subhabrata Majumdar
Subhabrata Majumdar
HILM
607
3
0
01 May 2025
FIRE: Fact-checking with Iterative Retrieval and Verification
FIRE: Fact-checking with Iterative Retrieval and VerificationNorth American Chapter of the Association for Computational Linguistics (NAACL), 2024
Zhuohan Xie
Daniil Vasilev
Yuxia Wang
Fauzan Farooqui
Hasan Iqbal
Dhruv Sahnan
Iryna Gurevych
Preslav Nakov
HILM
568
32
0
17 Oct 2024
OpenFactCheck: Building, Benchmarking Customized Fact-Checking Systems and Evaluating the Factuality of Claims and LLMs
OpenFactCheck: Building, Benchmarking Customized Fact-Checking Systems and Evaluating the Factuality of Claims and LLMs
Yuxia Wang
Minghan Wang
Hasan Iqbal
Georgi Georgiev
Fauzan Farooqui
Preslav Nakov
HILM
533
39
0
09 May 2024
Towards Understanding Sycophancy in Language Models
Towards Understanding Sycophancy in Language Models
Mrinank Sharma
Meg Tong
Tomasz Korbak
David Duvenaud
Amanda Askell
...
Oliver Rausch
Nicholas Schiefer
Da Yan
Miranda Zhang
Ethan Perez
1.2K
657
0
20 Oct 2023
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